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Neural Networks
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Overview: Neural Networks are an information processing technique based on the way biological nervous systems, such as the brain, process information. The fundamental concept of neural networks is the structure of the information processing system. Composed of a large number of highly interconnected processing elements or neurons, a neural network system uses the human-like technique of learning by example to resolve problems. The neural network is configured for a specific application, such as data classification or pattern recognition, through a learning process called training. Just as in biological systems, learning involves adjustments to the synaptic connections that exist between the neurons. Neural networks can differ on: the way their neurons are connected; the specific kinds of computations their neurons do; the way they transmit patterns of activity throughout the network; and the way they learn including their learning rate. Neural networks are being applied to an increasing large number of real world problems. Their primary advantage is that they can solve problems that are too complex for conventional technologies -- problems that do not have an algorithmic solution or for which an algorithmic solution is too complex to be defined. In general, neural networks are well suited to problems that people are good at solving, but for which computers generally are not. These problems include pattern recognition and forecasting -- which requires the recognition of trends in data. For further information, see the following references: Glossary Link - Neural Networks
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IEEE Neural Network Council Home Page | Read publications, learn about research, and get information about upcoming conferences. |
An Introduction To Neural Networks | A light introduction, managers guide, example, and uses of Neural Networks. |
Neural Nets Overview by Dr. K. Gurney | Yahoo index of Neural Networks information. |
NEuroNet - Software | Index of commercial neural net simulators |
Will's Technical Page | A collection of articles and other technical resources for artificial intelligence (especially data mining and machine learning). |
Yahoo
- Business and Economy:Companies: Computers:Software:Artificial Intelligence:Neural Networks |
Yahoo index of Neural Networks information. |
Yahoo - Science:Engineering:Electrical Engineering:Neural Networks | Yahoo index of Neural Networks information. |
Yahoo - Science:Engineering:Electrical Engineering:Neural Networks:Conferences | Yahoo index of Neural Networks Conferences. |
Specializes in biologically-based computer systems for business and science that learn, adapt and evolve. In a world of accelerating change, systems and solutions must be able to adapt quickly. We build systems that are based upon dynamic natural processes. These powerful solutions are increasingly a part of strategic and tactical systems throughout the world. | |
Provider of multi-strategy data mining suite PolyAnalyst which features a hybrid Neural Net-GMDH algorithm as one of its engines for automated learning from data. | |
NeuralWare Inc. | NeuralWare is a producer of neural network modelling software for professional applications. Founded in 1987, they are developers of neural network software for the development and deployment of intelligent on-line solutions for commercial, scientific, industrial, and government applications. Their products are used in a wide range of industries, including power generation, pulp and paper, food and beverage, chemical processing, marine, materials processing, medical, financial, targeted marketing, credit, and securities. |
NeuroDimension is the maker of a leading-edge neural network simulation software product, NeuroSolutions for Windows. This revolutionary product combines a modular, icon-based network design interface with an implementation of advanced learning procedures, such as recurrent backpropagation and backpropagation through time. Some other notable features include C++ source code generation, customized components through DLLs, integration with Microsoft Excel, and Visual Basic accessibility through OLE automation. | |
QMC provides an advanced generation of PC-based software technologies that interpret, analyze, and configure data for any process in any industry. |
Adaptive Network Solutions Research, Inc. | Contains links to Neural Network and Applied Physics sites. www.ansr.com |
Alyuda Research, Inc. | Alyuda Research, Inc. provides software products
and services that empower business analysts, traders and engineers to
create forecasts. Its family of tool technologies enables the delivery
of a wide range of neural networks based solutions from forecasting tools
to corporate data analysis systems. |
American Heuristics | AHC is a technology transfer company that specializes in
the research and development of advanced software technologies and their
application to complex technical problems. (info@heuristics.com) |
Attrasoft - Neural network shareware software. | Based on the Hopfield neural model and the Boltzmann machine, these products are designed to operate in an environment ranging from 1,000 to 100,000 external (Input/Output) neurons. |
California Scientific Software | Information on Brainmaker and more. |
Cobalt A.I. Software | Cobalt A.I. provides programming tools for application development of artificial intelligence systems. |
Flexible Intelligence Group | The primary objective of Flexible Intelligence Group, LLC.
(FIG) is to design, develop, and market independent modules which may
be used, in isolation or in combination with systems, to (a) provide computational
intelligence to a system or (b) improve the computational intelligence
of a system. At present, this requires the development of soft computing
modules that integrates techniques such as fuzzy systems, evolutionary
algorithms, neural networks, and chaos theory. info@flextool.com |
Gensym | Corporate information, press releases, product descriptions.
info@gensym.com; service@gensym.com; ftp.gensym.com (192.156.185.2) |
IBM Corporation | nninfo@vnet.ibm.com |
Information Discovery | Implement solutions to industry problems using embedded data mining in the business segments such as direct marketing, banking, retail, insurance, financial services, and more. |
Intelligent Machines | imi@netcom.com |
MarketMiner, Inc. | For product information and availability, please contact
MarketMiner, Inc. directly. (info@marketminer.com) Formerly AbTech Corporation. |
Corporate information, press releases, product descriptions.
(info@mathworks.com) (ftp://ftp.mathworks.com/pub) |
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Mikuni Berkeley | NeuroLab is a neural network library for Extend (a graphical icon- based simulation program) and is an effective tool for understanding, designing, and simulating artificial neural network systems. NeuroLab consists of more than 70 functional blocks and many example models. |
Network Cybernetics | Product and company information. |
NeuralWare Inc. | NeuralWare is a producer of neural network modelling software for professional applications. Founded in 1987, they are developers of neural network software for the development and deployment of intelligent on-line solutions for commercial, scientific, industrial, and government applications. Their products are used in a wide range of industries, including power generation, pulp and paper, food and beverage, chemical processing, marine, materials processing, medical, financial, targeted marketing, credit, and securities. |
NeuSciences | Neusciences is a leading developer of packaged neural network software. Their tools enable organisations to embed neural networks and associated techniques into their own products and business applications. |
Predictive Dynamix, Inc. | Predictive Dynamix provides a comprehensive suite of software tools for commercial data mining applications |
Promised Land Technologies | Makers of Braincel. www.promland.com/index.html |
SPSS | Company and product information for SPSS Inc., maker of Neural Connection. |
Triant Technologies | Product and company information. (mcamp@triant.com) |
Virtual Mind | Provides neural services on the Internet. www.virtualmind.com |
Ward Systems Group | Ward Systems Group, Inc. (WSG) is a progressive company that transforms the latest developments in neural networks, genetic algorithms, and artificial intelligence into practical problem solving tools for the business, scientific, and academic environments. The company was established in 1988 and is a pioneer in the development of neural network and genetic algorithm software. |
Lycos | Yahoo | InfoSeek | Alta Vista |
Neural Networks: A Short Course | Klimasauskas, C. (1988) PC AI, 2(4), 26. |
Practical Side Of Neural Networks: Part I |
Bailey, D., Thompson, D., and Feinstein, J. (1988) PC AI, 2(4), 33. |
Neural Nets On A Personal Computer | Schwartz,D. and Jurik, M. (1988) PC AI, 2(4), 37. |
Learning In Neural Networks | Bayle, A. (1988) PC AI, 2(4), 40. |
Darpa's Neural Net Program | Johnson, R. (1988) PC AI, 2(4), 49. |
Practical Side Of Neural Networks: Part II |
Bailey, D., Thompson, D., and Feinstein, J. (1989) PC AI, 3(2), 56. |
Neural Nets Versus Expert Systems | Sherald, M. (1989) PC AI, 3(4), 10. |
AI And Medicine | Okun, R. (1989) PC AI, 3(4), 49. |
Neural Microchips Debut | Johnson, R. (1990) PC AI, 4(1), 38. |
Pattern Classification | Engel, C. and Cran, M. (1990) PC AI, 4(3) 20. |
Analyzing Financial Health | Barker, D. (1990) PC AI, 4(3), 24. |
Meaningful Neural Network Hardware | Johnson, R. (1990) PC AI, 4(3), 42. |
They Think, Therefore Etann | Hintze, F. (1990) PC AI, 4(5), 62. |
Case For Neural Networks | Johnson, R. (1990) PC AI, 4(6), 47. |
Neural Networks Go Biotech | Caudill, M. (1990) PC AI, 4(6), 54. |
Applying Neural Networks: Part I: An Overview Of The Series | Klimasauskas, C. (1991) PC AI, 5(1), 30. |
Applying Neural Networks: Part II: A Walk Through The Application Process | Klimasauskas,C. (1991) PC AI, 5(2), 27. |
Applying Neural Networks: Part III: Training A Neural Network | Klimasauskas, C. (1991) PC AI, 5(3), 20. |
Mission Possible - Applications | Sherald, M. (1991) PC AI, 5(3), 56. |
Applying Neural Networks: Part IV: Improving Performance | Klimasauskas, C. (1991) PC AI, 5(4), 34. |
Applying Neural Networks: Part V: Integrating A Trained Neural Network Into An Application | Klimasauskas, C. (1991) PC AI, 5(5), 36. |
Applying Neural Networks: Part VI: Special Topics | Klimasauskas, C. (1991) PC AI, 5(6), 46. |
AI And The Environment: Neural Networks Analyze Satellite Images | Civco, D. (1992) PC AI, 6(1), 43. |
Conference Report: Neuro-Nimes 91 | Klimasauskas, R. (1992) PC AI, 6(1), 46. |
Neural Nets: A Successful AI Technology | Keyes, J. (1992) PC AI, 6(3), 18. |
Neural Network Design: An Object Oriented Approach | Williams, J. (1992) PC AI, 6(3), 23. |
Neural Net/ES Hybrid | Ace, J. (1992) PC AI, 6(3), 38. |
Two Working Neural Nets | Lawrence, J. (1992) PC AI, 6(6), 42. |
Assessing A Neural Net | Burke, L. (1993) PC AI, 7(2), 20. |
Interpreting Neural Network Output | Garavaglia, S. (1993) PC AI, 7(3), 52. |
Neural Nets And Stocks | Kean, J. (1993) PC AI, 7(5), 45. |
Neural Nets And Gymnastics | Sands, W., Shultz, B., and Paine, D. (1994) PC AI, 8(1) , 42. |
Fuzzy Logic And Neural Networks | Fraleigh, S. (1994) PC AI, 8(3) , 16. |
Diagnosing Autism | Cohen, I., Sudhalter, V., Landon-Jiminez, D., and Keogh, M. (1994) PC AI, 8(3) , 22. |
Neural Nets And Money Management | Lewinson, L. (1994) PC AI, 8(3) , 26. |
Neural Net Connection | Kempka, A. (1994) PC AI, 8(5) , 28. |
The Neural Net Connection: Revving Up | PC AI, 8(5) , 28. |
Lesions In Neural Nets | Schmuller, J. (1995) PC AI, 9(2) , 16. |
Neural Nets That Create and Discover | Thaler, S. (1996) PC AI, 10(3) , 16. |
Neural Nets for Image Reconstruction | Dwinnell, W. (1996) PC AI, 10(4) , 34. |
Self-Training Artificial Neural Networks: Nets, Spreadsheets, and Objects | Thaler, S. (1996) PC AI, 10(6) , 32. |
Neural Nets and OLE: Showing the Connections | Sprague, A. (1997) PC AI, 11(3) , 27. |
Neural Networks in Finance: The Importance of Methodology Over Technology | Dhar, V. and Stein, R. (1998) PC AI, 12(3) , 16. |
Neural Networks for Monitoring, Control, and Optimization | Van Buskirk, P. (1998) PC AI, 12(3) , 28. |
Neural Networks in the Process Industry | Angstenberger, J., Putz, A., and van der Meer, R. (1998) PC AI, 12(3) , 35. |
Principal Components and Neural Networks: Maximizing the Use of Information | O'Rourke, B. (1998) PC AI, 12(6) , 16. |
Public Domain vs. Commercial Tools for Creating Neural Self-Organizing Maps | Deboeck, G. (1999) PC AI, 13(1), 27 |
Aircraft Icing Forecasts from Neural Networks | McCann, D. (1999) PC AI, 13(3), 27 |
Neural Networks Assist in Job Performance: Hiring the Best Candidates at a Lower Cost | Williams, W.; Carson, N.; Sherald, M. (1999) PC AI, 13(3), 33 |
Analyzing Neural Networks Performance: Applying Fuzzy Clustering and Tree Classification | O'Rourke, B. (1999) PC AI, 13(3), 37 |
Exploring MARS: An Alternative to Neural Networks | Dwinnell, W. (2000) PC AI, 14(1), 21 |
Data Enhancement - Filtering for Neural Network Success | Dwinnell, W. (2000) PC AI, 14(2), 20 |
Distributed Intelligence in the B2B Universe: Fuzzy and Neural Connections in Web-Centric Knowledge Management | Cox, E. (2000) PC AI, 14(3), 16 |
Adaptive and Neural Inverse Control: Adaptively Controlling a Ventilator | Euliano, N. (2000) PC AI, 14(3), 24 |
A Technical Description of Holographic/Quantum Neural Cells | Sutherland, J. (2000) PC AI, 14(3), 45 |
Neural Networks Assist the Financial Auditor: Risk Reduction Going Concern Evaluations | Sutton, E. (2000) PC AI, 14(6), 37 |
Neural Networks Fundamentals: A Neural Computing Primer |
Hengl, T. (2002) PC AI, 16(3), 32 |
Buyer's Guide | Various. (2002) PC AI, 16(3) 63 |
New Ideas on Structure Nervous Systems in Man and Vertebrates | Cajal, Santiago, and Ramon Cambridge, MA: The MIT Press, pps. 201. |
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The Computing Neuron | Durbin, Miall, and Mitchson Reading, MA: Addison Wesley Publishing Company, pps. 418. | |
Neural Networks PC Tools | Eberhart and Dobbins New York, NY: Academic Press, pps. 414. | |
Neurobiology of Cognition | Eimas and Galaburda Cambridge, MA: The MIT Press, pps. 250. | |
Introduction of the Theory of Neural Computation | Hertz, Krogh, and Palmer Reading, MA: Addison-Wesley Publishing Company, pps. 327. | |
Neural Network Design and the Complexity of Learning | Judd, S. Cambridge, MA: The MIT Press, pps. 150. | |
Computational Neuroscience | Schwartz, E. Cambridge, MA: MIT Press, pps. 441. ISBN 0-262-19291-8 | |
Neural Computing: Theory and Practice | Wasserman, P.D. New York, NY: Van Nostrand Reinhold, pps. 230. | |
Computational Neuroscience | Weisbuch, G. Reading, MA: Addison-Wesley Publishing Company, pps. 208. | |
Introduction to Neural Networks and Expert Systems | Harris, M.D. (1985) Reston, VA: Reston Publishing Company, Inc, pps. 368. ISBN: 0-8359-3254-0. | |
Parallel Distributed Processing: Explorations in the Microstructure of Cognition Volume 1: Foundations | Rumelhart, D.E., McClelland, J.L., and the PDP Research Group (1986) Cambridge, MA: The MIT Press, pps. 547. ISBN: 0-262-18120-7. | |
Parallel Distributed Processing: Explorations in the Microstructure of Cognition Volume 2: Psychological and Biological Models | McClelland, J.L., Rumelhart, D.E., and the PDP Research Group (1986) Cambridge, MA: The MIT Press, pps. 611. ISBN: 0-262-13218-4. | |
Neural Network Architectures: An Introduction | Dayhoff, J.E. (1990) New York, NY: Van Nostrand Reinhold, pps. 259. ISBN: 0-442-20744-1. | |
Neural Network Experiments on Personal Computers and Workstations. | Korn, G.A. (1991) Cambridge, MA: The MIT Press, pps. 248. ISBN: 0-262-61073-6. | |
Introduction to Neural Networks and Expert Systems | Lawrence, J. (1992) Nevada City, CA: California Scientific Software, pps. 264 pages. | |
Practical Neural Network Recipes in C++ | Master, T. (1993) New York, NY: Academic Press, pps. 493. ISBN: 0-12-479040-2. | |
Parallel Algorithms: For Digital Image Processing, Computer Vision and Neural Networks | Pitas, I. (Ed) (1993) West Sussex, England: John Wiley & Sons, pps. 395. ISBN: 0-471-93566-2. | |
Nonlinear Dynamics and Chaos: With Applications to Physics, Biology, Chemistry, and Engineering | Strogatz, S.H. (1994) Reading, MA: Addison-Wesley Publishing Co, pps. 498. ISBN: 0-201-54344-3. | |
Machine Learning: Neural Networks, Genetic Algorithms, and Fuzzy Systems | Adeli, H. and Hung, S. (1995) New York, NY: John Wiley & Sons Inc, pps. 211. ISBN: 0-471-01633-0. | |
Handbook of Neural Computation | Fiesler, E. and Beale, R., ed. (1995) Bristol, UK and New York, NY: Oxford University Press and Institute of Physics Publishers, pps. 1096. ISBN: 0-7503-0312--3 and 0-7503-041308. | |
Virtual Trading: How Any Trader with a PC Can Use the Power of Neural Nets and Expert Systems to Boost Trading Profits | Lederman, J. and Klein, R.A. (Eds). (1995) Chicago, IL: Probus Publishing Company, pps. 364. ISBN: 1-55738-812-1. | |
Advanced Algorithms for Neural Networks: A C++ Sourcebook | Masters, T. (1995) New York, NY: John Wiley & Sons, pps. 431. ISBN: 0-471-10588-0. | |
Adaptive Cooperative Systems | Beckerman, Martin (1997) New York: John Wiley & Sons, Inc., pps. 427. ISBN: 0-471-01287-4 | |
Understanding Neural Networks | Iovine, J. (1998) PROMPT Publications, pps. 166. ISBN 0790611155 | |
Neural Network Learning: Theoretical Foundations | Anthony, M. and Bartlett, P. (1999) Cambridge Univ Press, pps. 389. ISBN 052157353X | |
Neural Networds: Tricks of the Trade | Muller, K. and Orr, G. (1999) Springer Verlag, pps. 432. ISBN 3540653112 | |
Neuro-Fuzzy Pattern Recognition: Methods in Soft Computing | Pal, S. and Mitra, S. (1999) John Wiley & Sons, pps. 378. ISBN 0471348449 | |
Neural and Adaptive Systems: Fundamentals through Simulations | Principe, J., et. al. (1999) John Wiley & Sons, pps. 672. ISBN 0471351679 | |
Fuzzy and Neuro-Fuzzy Intelligent Systems | Czogala, E. and Leski, J. (2000) Physica Verlag. ISBN 3790812897 | |
Fuzzy Neural Intelligent Systems: Mathematical Foundation and the Applications in Engineering | Li, H., et. al. (2000) CRC Press, pps. 392. ISBN 0849323606 | |
Advances in Neural Information Processing Systems | Solla, S. (ed.), et. al. (2000) MIT Press, pps. 1080. ISBN 0262194503 | |
Neural Networks and Genome Informatics | Wu, C., and McLarty, J. (2000) Elsevier Science, pps. 220. ISBN 0080428002 |
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